IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Validating Precipitable Water Vapor from
Shipborne GNSS Observation using Ground-
based and Spaceborne Data
J. Wang1,2), Z. Wu1),3), M. Semmling1), F. Zus1), S. Gerland4),
M. Ramatschi1), M. Ge1), H. Schuh),2)
1) DeutschesGeoForschungsZentrum GFZ, Potsdam, Germany
2) Technical University of Berlin, Germany
3) Hohai University, Nanjing, China
4) Norwegian Polar Institute, Fram Center, Tromsø, Norway
IGS Workshop
29.10-02.11, 2018, Wuhan, China
1
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
2
• Background
• The Fram Strait Experiment
• GNSS Data Processing
• Results– ZTD validation using ground GNSS stations
– PWV validation using NWP model and radiosonde profiles
– PWV comparison with WVR onboard altimetry satellites
• Summary
Overview
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Background: GNSS Meteorology
3
IGS Network
• Ground-based GNSS atmosphere sounding– GNSS ZTD/PWV: with 6 mm /1 mm accuracy
– GNSS stations limited to mainland, islands
• Shipborne GNSS atmosphere sounding– Chadwell, 2001; Rocken, 2005; M. Fujita, 2008
– To Extend GNSS Meteorology to Ocean
~170,000 ships via AIS
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Background: Shipborne GNSS
Applications
4
https://www.flickr.com/photos/eumetsat/17391300405
• To Retrieve Tropospheric Delays Over Ocean– To Improve Weather Forecast
• To Calibrate ZWD of Onboard WVR for Altimetry
Satellites– SARAL a joint French-Indian altimetry satellite
– HY-2A an ocean obs./monitoring satellite of China, launched in 2011
• To Estimate Sea Surface Height
• What accuracy could be achieved?
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
The Fram Strait Experiment in 2016
5
Greenland
Arctic
Ocean
SvalbardFram
Strait
• GNSS-Reflectometry
Experiment– GNSS-R antenna on ship nest
– Detect ice freeboard height
– Retrieve ice concentration
• Location : Fram Strait– Between Greenland and Svalbard
• Carrier : RV Lance (~60 m)
• Cruise from DOY 238-257
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Cruise Trajectory
6
• Cruise from DOY 238-257– Svalbard to Greenland: 238 to 249
– Greenland to Svalbard: 250 to 257
• Repetivity & Crossover for Comparison
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Experimental Sensors
7
• GNSS-R antenna on ship nest
• GNSS geodetic antenna for precise positioning– 1-Hz GPS/GLONASS/Galileo observations
• Meteorological sensors– Pressure, temperature
– Wind speed
• Ship motion sensors– Heave, pitch, roll, heading
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Data Collected
8
• GNSS obs. for Positioning
• Ship Attitude / Wind Speed
• WVR onboard SARAL a joint
French-Indian altimetry satellite
• GNSS stations along coast
• Radiosonde Data
• Numerical Weather Model
Ground GNSS
Radiosonde
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
GNSS Data Processing
9
• GNSS Observations at Ground Stations
• Shipborne GNSS Observations– GPS-only and Multi-GNSS G/R/E PPP in kinematic mode
– ZWD estimated as random walk process
– 30s sampling rate, daily post-processing
• Positioning And Navigation Data Analyst (PANDA)
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
GNSS ZTD at Ground Stations
10
• Daily static PPP ZTD– RMS 0.40 cm Compared to IGS final
• Aligned to Shipborne Antenna Elevation– Elevation (height above sea level) from 37 m to 1012 m
• ZTD Correlation Along With Inter-station Distances
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs Ground Stations
11
• ZTD comparison with ground GNSS stations within 300 km
• Good agreement with ground reference GNSS stations
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs Ground Stations
12
• Multi-GNSS ~0.6 cm RMS within 100 km
• Multi-GNSS ~1.1 cm RMS within 300 km
• Multi-GNSS Improvement– ~12% (300 km), ~20% (100 km)
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs ECMWF
14
• Multi-GNSS ZTD : 0.65 cm, correlation 98.4%
• Multi-GNSS PWV :1.09 mm, correlation. 96.5%
• Multi-GNSS vs GPS : ~10% improvement
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs Radiosonde
15
• Six Radiosonde Profiles within 2 hour & 200 km
• Multi-GNSS PWV RMS 1.1 mm
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs Spaceborne
16
• Number of Crossover Points ~566 (within 2 h & 200 km)
• Fit RMS ~1.7 mm, Correlation coefficient: ~85%
• SARAL PWV outliers detected: ~5% (green dots)
• Very Small PWV
outliners
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Results – Shipborne vs Spaceborne
17
• PWV comparison with SARAL PWV observations
• Within 2h, 50/100/150/200 Km
D/km MEAN STD RMS #PNT BAD
50/36 1.3 1.3 1.8 70 1.4%
100/67 0.9 1.5 1.7 216 5.3%
150/92 0.7 1.7 1.9 347 6.0%
200/126 0.8 1.8 1.9 570 5.2%
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Ongoing Work
18
• HY-2A (Altimetry) Satellite PWV
– Detect sea surface wind field, sea surface height, sea surface temperature
– Altitude: 971 km
– Inclination: 99.3°
– Repetitivity: 14/168 days
– Instruments:
• Dual-frequency (Ku/C) altimeter
• Doris
• Scatterometer
• Microwave Radiometer Imager
https://directory.eoportal.org/web/eoportal/satellite-missions/h/hy-2a
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Ongoing Work
19
• Shipborne GNSS
– Scientific survey 2014 dedicated for HY-2A WVR calibration
– About Two Months 1-Hz GPS/GLONASS observation
– Similar GNSS data processing procedure
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Ongoing Work
20
• Validating HY-2A PWV with shipborne GNSS
• Bias: <0.5mm, STD: 1.8-2.8mm RMS: <3mm,
• Distance Related RMS
• Larger PWV
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Summary
21
• Shipborne GNSS PWV with 1~2 mm accuracy
• Shipborne GNSS PWV potential applications– Contribution to NWP models
– Validation/calibration of onboard WVR of altimetry satellites
• Further Work– HY-2A Onboard PWV calibration
– Sea Surface Height Estimation
IGS Workshop 2018, Wuhan, China29.10-02.11 2018
Thanks a lot
Questions?
22
Many thanks to, IGS, UNAVCO, ECMWF and University
Wyoming for providing the data
This study is financially supported by the CSC
Top Related